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Powers of a Matrix

July 25, 2018
by
MIT OpenCourseWare
YouTube video player
Powers of a Matrix

TL;DR

Find a formula for the k-th power of a matrix by diagonalizing it using eigenvalues and eigenvectors.

Transcript

PROFESSOR: Hi, and welcome. Today, we're going to do a problem about powers of a matrix. Our problem is first to find a formula for the k-th power of this matrix C. This is a two by two matrix that depends on variables a and b. And the second part of our problem is to calculate C to the 100th in the special case where a and b are -1. You can hit pa... Read More

Key Insights

  • ✊ Powers of a matrix can be calculated by diagonalizing the matrix using eigenvalues and eigenvectors.
  • ❓ Diagonalizing a matrix involves finding the eigenvalues and eigenvectors through determinant computation.
  • 😑 By expressing the matrix as a product of eigenvalue and eigenvector matrices, taking powers of the matrix becomes simpler.
  • 🤨 In the special case where a and b are both -1, the matrix raised to the 100th power becomes the identity matrix.

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Questions & Answers

Q: What is the first step in finding powers of a matrix?

The first step is to find the eigenvalues and eigenvectors of the matrix by computing the determinant of a matrix equation.

Q: How can the matrix be written in a diagonal form?

The matrix can be diagonalized by expressing it as a product of eigenvalue and eigenvector matrices.

Q: How do you calculate the powers of the matrix after diagonalization?

To calculate the powers of the matrix, you raise the eigenvalue matrix to the power of k, while keeping the eigenvector matrix the same.

Q: What is the special case when a and b are both -1?

In the special case where a and b are both -1, the matrix raised to the 100th power becomes the identity matrix [1, 0; 0, 1].

Summary & Key Takeaways

  • The problem is to find a formula for the k-th power of a 2x2 matrix that depends on variables a and b.

  • The first step is to find the eigenvalues and eigenvectors of the matrix by computing the determinant of a matrix equation.

  • By diagonalizing the matrix, it can be expressed as a product of eigenvalue and eigenvector matrices, which allows for easy calculation of powers.


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